It seems that in iOS 10, you don't have the option of showing the now-playing album art full screen.
Instead, the album art and associated buttons occupy a vertical strip about ⅓ of the screen on the left edge. The rest is all the stuff you're not listening to.

(At least on our iPad Pro (big)).

"Design is not just what it looks like and feels like. Design is how it works."
Steve Jobs